Many companies share their financial results for a quarter or a year through earning calls and reports. It is a way to communicate with shareholders about the company’s performance and strategy for the future. Although, the full report with all the numbers and plans is a good way to look at company's present and future, the important part of this earning call is a speech by the CEO/CFO where they highlight company’s progress and answer some questions by investors.

Importing Required Libraries

Read in the .txt using pandas

Cleaning the data for Language Processing

Natural Language Pre-Processing

Pre-Trained Sentimental Analyzer